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Explainability as statistical inference

Explainability as statistical inference

6 December 2022
Hugo Senetaire
Damien Garreau
J. Frellsen
Pierre-Alexandre Mattei
    FAtt
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Papers citing "Explainability as statistical inference"

4 / 4 papers shown
Title
A Comparative Study of Methods for Estimating Conditional Shapley Values
  and When to Use Them
A Comparative Study of Methods for Estimating Conditional Shapley Values and When to Use Them
Lars Henry Berge Olsen
I. Glad
Martin Jullum
K. Aas
FAtt
54
12
0
16 May 2023
FastSHAP: Real-Time Shapley Value Estimation
FastSHAP: Real-Time Shapley Value Estimation
N. Jethani
Mukund Sudarshan
Ian Covert
Su-In Lee
Rajesh Ranganath
TDI
FAtt
67
127
0
15 Jul 2021
Towards Rigorous Interpretations: a Formalisation of Feature Attribution
Towards Rigorous Interpretations: a Formalisation of Feature Attribution
Darius Afchar
Romain Hennequin
Vincent Guigue
FAtt
33
20
0
26 Apr 2021
Have We Learned to Explain?: How Interpretability Methods Can Learn to
  Encode Predictions in their Interpretations
Have We Learned to Explain?: How Interpretability Methods Can Learn to Encode Predictions in their Interpretations
N. Jethani
Mukund Sudarshan
Yindalon Aphinyanagphongs
Rajesh Ranganath
FAtt
88
69
0
02 Mar 2021
1